



<!DOCTYPE html>
<html lang="en">
  
  <head>
    
      <meta charset="utf-8">
      <title>Bokeh Plot</title>
      
      
        
          
        <link rel="stylesheet" href="https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.css" type="text/css" />
        
        
          
        <script type="text/javascript" src="https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.js"></script>
        <script type="text/javascript">
            Bokeh.set_log_level("info");
        </script>
        
      
      
    
  </head>
  
  
  <body>
    
      
        
          
          
            
              <div class="bk-root" id="a6d99303-57d1-4de5-9e87-1c12e3e02e42" data-root-id="1132"></div>
            
          
        
      
      
        <script type="application/json" id="1413">
          {"d03f408a-81f1-4762-9374-5031ccdd9607":{"roots":{"references":[{"attributes":{"source":{"id":"1042","type":"ColumnDataSource"}},"id":"1069","type":"CDSView"},{"attributes":{"source":{"id":"1127","type":"ColumnDataSource"}},"id":"1131","type":"CDSView"},{"attributes":{},"id":"1071","type":"BasicTickFormatter"},{"attributes":{"source":{"id":"1037","type":"ColumnDataSource"}},"id":"1041","type":"CDSView"},{"attributes":{"children":[{"id":"1002","subtype":"Figure","type":"Plot"},{"id":"1044","subtype":"Figure","type":"Plot"},{"id":"1092","subtype":"Figure","type":"Plot"}]},"id":"1132","type":"Column"},{"attributes":{},"id":"1073","type":"CategoricalTickFormatter"},{"attributes":{"items":[{"id":"1076","type":"LegendItem"},{"id":"1090","type":"LegendItem"}],"orientation":"horizontal","plot":{"id":"1044","subtype":"Figure","type":"Plot"}},"id":"1075","type":"Legend"},{"attributes":{"callback":null,"data":{"limit_down":[1,85,53,1,2,0,1,15,139,21],"limit_up":[124,4,9,9,24,82,59,8,4,4],"x_range":["2012-01-17","2012-01-16","2012-01-13","2012-01-12","2012-01-11","2012-01-10","2012-01-09","2012-01-06","2012-01-05","2012-01-04"]},"selected":{"id":"1089","type":"Selection"},"selection_policy":{"id":"1088","type":"UnionRenderers"}},"id":"1042","type":"ColumnDataSource"},{"attributes":{"below":[{"id":"1012","type":"DatetimeAxis"}],"left":[{"id":"1017","type":"LinearAxis"}],"plot_height":300,"plot_width":800,"renderers":[{"id":"1012","type":"DatetimeAxis"},{"id":"1016","type":"Grid"},{"id":"1017","type":"LinearAxis"},{"id":"1021","type":"Grid"},{"id":"1030","type":"BoxAnnotation"},{"id":"1040","type":"GlyphRenderer"}],"title":{"id":"1001","type":"Title"},"toolbar":{"id":"1028","type":"Toolbar"},"x_range":{"id":"1004","type":"DataRange1d"},"x_scale":{"id":"1008","type":"LinearScale"},"y_range":{"id":"1006","type":"DataRange1d"},"y_scale":{"id":"1010","type":"LinearScale"}},"id":"1002","subtype":"Figure","type":"Plot"},{"attributes":{},"id":"1010","type":"LinearScale"},{"attributes":{},"id":"1025","type":"SaveTool"},{"attributes":{},"id":"1136","type":"BasicTickFormatter"},{"attributes":{"range":{"id":"1046","type":"FactorRange"}},"id":"1077","type":"Dodge"},{"attributes":{},"id":"1138","type":"DatetimeTickFormatter"},{"attributes":{},"id":"1089","type":"Selection"},{"attributes":{"fill_color":{"value":"#e84d60"},"line_color":{"value":"#e84d60"},"top":{"field":"limit_up"},"width":{"value":0.2},"x":{"field":"x_range","transform":{"id":"1077","type":"Dodge"}}},"id":"1079","type":"VBar"},{"attributes":{},"id":"1144","type":"BasicTickFormatter"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#1f77b4"},"line_alpha":{"value":0.1},"line_color":{"value":"#1f77b4"},"top":{"field":"limit_up"},"width":{"value":0.2},"x":{"field":"x_range","transform":{"id":"1077","type":"Dodge"}}},"id":"1080","type":"VBar"},{"attributes":{},"id":"1146","type":"BasicTickFormatter"},{"attributes":{"formatter":{"id":"1138","type":"DatetimeTickFormatter"},"plot":{"id":"1002","subtype":"Figure","type":"Plot"},"ticker":{"id":"1013","type":"DatetimeTicker"}},"id":"1012","type":"DatetimeAxis"},{"attributes":{"label":{"value":"\u8dcc\u505c"},"renderers":[{"id":"1068","type":"GlyphRenderer"}]},"id":"1076","type":"LegendItem"},{"attributes":{"data_source":{"id":"1042","type":"ColumnDataSource"},"glyph":{"id":"1079","type":"VBar"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"1080","type":"VBar"},"selection_glyph":null,"view":{"id":"1082","type":"CDSView"}},"id":"1081","type":"GlyphRenderer"},{"attributes":{"mantissas":[1,2,5],"max_interval":500.0,"num_minor_ticks":0},"id":"1149","type":"AdaptiveTicker"},{"attributes":{"data_source":{"id":"1042","type":"ColumnDataSource"},"glyph":{"id":"1066","type":"VBar"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"1067","type":"VBar"},"selection_glyph":null,"view":{"id":"1069","type":"CDSView"}},"id":"1068","type":"GlyphRenderer"},{"attributes":{"num_minor_ticks":5,"tickers":[{"id":"1149","type":"AdaptiveTicker"},{"id":"1150","type":"AdaptiveTicker"},{"id":"1151","type":"AdaptiveTicker"},{"id":"1152","type":"DaysTicker"},{"id":"1153","type":"DaysTicker"},{"id":"1154","type":"DaysTicker"},{"id":"1155","type":"DaysTicker"},{"id":"1156","type":"MonthsTicker"},{"id":"1157","type":"MonthsTicker"},{"id":"1158","type":"MonthsTicker"},{"id":"1159","type":"MonthsTicker"},{"id":"1160","type":"YearsTicker"}]},"id":"1013","type":"DatetimeTicker"},{"attributes":{"source":{"id":"1042","type":"ColumnDataSource"}},"id":"1082","type":"CDSView"},{"attributes":{"base":60,"mantissas":[1,2,5,10,15,20,30],"max_interval":1800000.0,"min_interval":1000.0,"num_minor_ticks":0},"id":"1150","type":"AdaptiveTicker"},{"attributes":{"label":{"value":"\u6da8\u505c"},"renderers":[{"id":"1081","type":"GlyphRenderer"}]},"id":"1090","type":"LegendItem"},{"attributes":{"base":24,"mantissas":[1,2,4,6,8,12],"max_interval":43200000.0,"min_interval":3600000.0,"num_minor_ticks":0},"id":"1151","type":"AdaptiveTicker"},{"attributes":{"below":[{"id":"1102","type":"LinearAxis"}],"left":[{"id":"1107","type":"LinearAxis"}],"plot_height":400,"plot_width":800,"renderers":[{"id":"1102","type":"LinearAxis"},{"id":"1106","type":"Grid"},{"id":"1107","type":"LinearAxis"},{"id":"1111","type":"Grid"},{"id":"1120","type":"BoxAnnotation"},{"id":"1130","type":"GlyphRenderer"}],"title":{"id":"1091","type":"Title"},"toolbar":{"id":"1118","type":"Toolbar"},"x_range":{"id":"1094","type":"DataRange1d"},"x_scale":{"id":"1098","type":"LinearScale"},"y_range":{"id":"1096","type":"Range1d"},"y_scale":{"id":"1100","type":"LinearScale"}},"id":"1092","subtype":"Figure","type":"Plot"},{"attributes":{"plot":{"id":"1002","subtype":"Figure","type":"Plot"},"ticker":{"id":"1013","type":"DatetimeTicker"}},"id":"1016","type":"Grid"},{"attributes":{"bottom":{"value":0},"fill_alpha":{"value":0.1},"fill_color":{"value":"#1f77b4"},"left":{"field":"left"},"line_alpha":{"value":0.1},"line_color":{"value":"#1f77b4"},"right":{"field":"right"},"top":{"field":"top"}},"id":"1129","type":"Quad"},{"attributes":{"days":[1,4,7,10,13,16,19,22,25,28]},"id":"1153","type":"DaysTicker"},{"attributes":{"plot":null,"text":"dist"},"id":"1091","type":"Title"},{"attributes":{"line_alpha":0.5,"line_color":"navy","x":{"field":"x"},"y":{"field":"y"}},"id":"1038","type":"Line"},{"attributes":{"days":[1,8,15,22]},"id":"1154","type":"DaysTicker"},{"attributes":{"callback":null},"id":"1094","type":"DataRange1d"},{"attributes":{"days":[1,15]},"id":"1155","type":"DaysTicker"},{"attributes":{"callback":null,"end":441},"id":"1096","type":"Range1d"},{"attributes":{"months":[0,1,2,3,4,5,6,7,8,9,10,11]},"id":"1156","type":"MonthsTicker"},{"attributes":{},"id":"1098","type":"LinearScale"},{"attributes":{"months":[0,2,4,6,8,10]},"id":"1157","type":"MonthsTicker"},{"attributes":{"plot":null,"text":"Date"},"id":"1043","type":"Title"},{"attributes":{},"id":"1100","type":"LinearScale"},{"attributes":{"months":[0,4,8]},"id":"1158","type":"MonthsTicker"},{"attributes":{},"id":"1050","type":"CategoricalScale"},{"attributes":{"formatter":{"id":"1146","type":"BasicTickFormatter"},"plot":{"id":"1092","subtype":"Figure","type":"Plot"},"ticker":{"id":"1103","type":"BasicTicker"}},"id":"1102","type":"LinearAxis"},{"attributes":{"months":[0,6]},"id":"1159","type":"MonthsTicker"},{"attributes":{},"id":"1103","type":"BasicTicker"},{"attributes":{},"id":"1160","type":"YearsTicker"},{"attributes":{"bottom_units":"screen","fill_alpha":{"value":0.5},"fill_color":{"value":"lightgrey"},"left_units":"screen","level":"overlay","line_alpha":{"value":1.0},"line_color":{"value":"black"},"line_dash":[4,4],"line_width":{"value":2},"plot":null,"render_mode":"css","right_units":"screen","top_units":"screen"},"id":"1030","type":"BoxAnnotation"},{"attributes":{"overlay":{"id":"1030","type":"BoxAnnotation"}},"id":"1024","type":"BoxZoomTool"},{"attributes":{"callback":null,"end":151},"id":"1048","type":"Range1d"},{"attributes":{"plot":{"id":"1092","subtype":"Figure","type":"Plot"},"ticker":{"id":"1103","type":"BasicTicker"}},"id":"1106","type":"Grid"},{"attributes":{},"id":"1161","type":"UnionRenderers"},{"attributes":{},"id":"1018","type":"BasicTicker"},{"attributes":{"callback":null,"factors":["2012-01-17","2012-01-16","2012-01-13","2012-01-12","2012-01-11","2012-01-10","2012-01-09","2012-01-06","2012-01-05","2012-01-04"],"range_padding":0.1},"id":"1046","type":"FactorRange"},{"attributes":{"formatter":{"id":"1144","type":"BasicTickFormatter"},"plot":{"id":"1092","subtype":"Figure","type":"Plot"},"ticker":{"id":"1108","type":"BasicTicker"}},"id":"1107","type":"LinearAxis"},{"attributes":{},"id":"1162","type":"Selection"},{"attributes":{"formatter":{"id":"1136","type":"BasicTickFormatter"},"plot":{"id":"1002","subtype":"Figure","type":"Plot"},"ticker":{"id":"1018","type":"BasicTicker"}},"id":"1017","type":"LinearAxis"},{"attributes":{},"id":"1052","type":"LinearScale"},{"attributes":{},"id":"1108","type":"BasicTicker"},{"attributes":{},"id":"1166","type":"UnionRenderers"},{"attributes":{},"id":"1008","type":"LinearScale"},{"attributes":{"below":[{"id":"1054","type":"CategoricalAxis"}],"left":[{"id":"1058","type":"LinearAxis"}],"plot_height":350,"plot_width":800,"renderers":[{"id":"1054","type":"CategoricalAxis"},{"id":"1057","type":"Grid"},{"id":"1058","type":"LinearAxis"},{"id":"1062","type":"Grid"},{"id":"1075","type":"Legend"},{"id":"1068","type":"GlyphRenderer"},{"id":"1081","type":"GlyphRenderer"}],"title":{"id":"1043","type":"Title"},"toolbar":{"id":"1063","type":"Toolbar"},"toolbar_location":null,"x_range":{"id":"1046","type":"FactorRange"},"x_scale":{"id":"1050","type":"CategoricalScale"},"y_range":{"id":"1048","type":"Range1d"},"y_scale":{"id":"1052","type":"LinearScale"}},"id":"1044","subtype":"Figure","type":"Plot"},{"attributes":{"dimension":1,"plot":{"id":"1092","subtype":"Figure","type":"Plot"},"ticker":{"id":"1108","type":"BasicTicker"}},"id":"1111","type":"Grid"},{"attributes":{"range":{"id":"1046","type":"FactorRange"},"value":-0.25},"id":"1064","type":"Dodge"},{"attributes":{},"id":"1167","type":"Selection"},{"attributes":{},"id":"1055","type":"CategoricalTicker"},{"attributes":{"data_source":{"id":"1037","type":"ColumnDataSource"},"glyph":{"id":"1038","type":"Line"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"1039","type":"Line"},"selection_glyph":null,"view":{"id":"1041","type":"CDSView"}},"id":"1040","type":"GlyphRenderer"},{"attributes":{"formatter":{"id":"1073","type":"CategoricalTickFormatter"},"plot":{"id":"1044","subtype":"Figure","type":"Plot"},"ticker":{"id":"1055","type":"CategoricalTicker"}},"id":"1054","type":"CategoricalAxis"},{"attributes":{"bottom":{"value":0},"fill_alpha":{"value":0.5},"fill_color":{"value":"navy"},"left":{"field":"left"},"line_alpha":{"value":0.5},"line_color":{"value":"white"},"right":{"field":"right"},"top":{"field":"top"}},"id":"1128","type":"Quad"},{"attributes":{"grid_line_color":{"value":null},"plot":{"id":"1044","subtype":"Figure","type":"Plot"},"ticker":{"id":"1055","type":"CategoricalTicker"}},"id":"1057","type":"Grid"},{"attributes":{"callback":null,"data":{"left":{"__ndarray__":"HhZqTfMuJMDB4nDmVysiwGSvd3+8JyDADPj8MEJIHMBSkQpjC0EYwJgqGJXUORTA3cMlx50yEMBEumbyzVYIwNDsgVZgSADAuD46deVz8L8A9Chcj8KVv0DusfShi+8/CJIiMqzi/z94Fva0w/8HQPhxbagYBxBAsthfdk8OFEBsP1JEhhUYQCimRBK9HBxAcIYb8PkRIEDOuRRXlRUiQA==","dtype":"float64","shape":[20]},"right":{"__ndarray__":"weJw5lcrIsBkr3d/vCcgwAz4/DBCSBzAUpEKYwtBGMCYKhiV1DkUwN3DJcedMhDARLpm8s1WCMDQ7IFWYEgAwLg+OnXlc/C/APQoXI/Clb9A7rH0oYvvPwiSIjKs4v8/eBb2tMP/B0D4cW2oGAcQQLLYX3ZPDhRAbD9SRIYVGEAopkQSvRwcQHCGG/D5ESBAzrkUV5UVIkAp7Q2+MBkkQA==","dtype":"float64","shape":[20]},"top":[24,12,28,62,132,283,362,441,380,253,121,40,17,11,10,9,2,1,0,4]},"selected":{"id":"1167","type":"Selection"},"selection_policy":{"id":"1166","type":"UnionRenderers"}},"id":"1127","type":"ColumnDataSource"},{"attributes":{"dimension":1,"plot":{"id":"1002","subtype":"Figure","type":"Plot"},"ticker":{"id":"1018","type":"BasicTicker"}},"id":"1021","type":"Grid"},{"attributes":{"data_source":{"id":"1127","type":"ColumnDataSource"},"glyph":{"id":"1128","type":"Quad"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"1129","type":"Quad"},"selection_glyph":null,"view":{"id":"1131","type":"CDSView"}},"id":"1130","type":"GlyphRenderer"},{"attributes":{"formatter":{"id":"1071","type":"BasicTickFormatter"},"plot":{"id":"1044","subtype":"Figure","type":"Plot"},"ticker":{"id":"1059","type":"BasicTicker"}},"id":"1058","type":"LinearAxis"},{"attributes":{},"id":"1112","type":"PanTool"},{"attributes":{"days":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},"id":"1152","type":"DaysTicker"},{"attributes":{"callback":null},"id":"1004","type":"DataRange1d"},{"attributes":{},"id":"1059","type":"BasicTicker"},{"attributes":{},"id":"1113","type":"WheelZoomTool"},{"attributes":{"callback":null},"id":"1006","type":"DataRange1d"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"1022","type":"PanTool"},{"id":"1023","type":"WheelZoomTool"},{"id":"1024","type":"BoxZoomTool"},{"id":"1025","type":"SaveTool"},{"id":"1026","type":"ResetTool"},{"id":"1027","type":"HelpTool"}]},"id":"1028","type":"Toolbar"},{"attributes":{"dimension":1,"plot":{"id":"1044","subtype":"Figure","type":"Plot"},"ticker":{"id":"1059","type":"BasicTicker"}},"id":"1062","type":"Grid"},{"attributes":{"overlay":{"id":"1120","type":"BoxAnnotation"}},"id":"1114","type":"BoxZoomTool"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto"},"id":"1063","type":"Toolbar"},{"attributes":{},"id":"1115","type":"SaveTool"},{"attributes":{"plot":null,"text":"trend"},"id":"1001","type":"Title"},{"attributes":{"line_alpha":0.1,"line_color":"#1f77b4","x":{"field":"x"},"y":{"field":"y"}},"id":"1039","type":"Line"},{"attributes":{},"id":"1116","type":"ResetTool"},{"attributes":{},"id":"1027","type":"HelpTool"},{"attributes":{},"id":"1088","type":"UnionRenderers"},{"attributes":{},"id":"1026","type":"ResetTool"},{"attributes":{},"id":"1117","type":"HelpTool"},{"attributes":{"callback":null,"data":{"x":{"__ndarray__":"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","dtype":"float64","shape":[1846]},"y":{"__ndarray__":"sb/snhyzpUBB8WPM/QqmQEI+6NmsZ6ZAeekmMYi5pkCitDf4AummQHlYqDWtEKdAJQaBlQP6pkBGtvP9FAGnQJT2Bl+48qZASOF6FI7WpkCad5yi46emQJzEILDyjaZAKA8LtWbYpkDysFBrWqqmQGuad5xi56ZAWKg1zTvzpkDmP6TfXvymQCfChqcX5aZADk+vlIXLpkC0WfW5msamQN0kBoF14KZAvJaQD7rqpkACmggbHoanQH2utmJ/eqdAE/JBz4aOp0BWfa624senQKg1zTvOyadAnRGlvcFFp0CfzarPlWmnQMBbIEGRQKdA5BQdySVMp0Aofoy5S4CnQBQ/xtz1c6dAnKIjuTxWp0Drc7UVm8umQIlBYOVQlKZAF0hQ/DiPpkD8GHPX8oOmQNZW7C97vaZAIGPuWsK6pkDKMsSxbtumQOELk6lCSKZAf9k9eZgXpkDqBDQR1lqmQCNKe4OPXKZAfoy5aymUpkB+HThnZKWmQGaIY12cs6ZA3nGKjmTFpkB6xyk60rumQLIubqPBmKZAH/RsVv1JpkBCz2bVB0mmQIbJVMFol6ZAu7iNBvCzpkBTliGONW2mQCfChqeXhKZA6SYxCGwXp0DWVuwvW/WmQFafq604h6ZAjnVxG22vpkATYcPTa/amQGTMXUvoRaZAxLEuboObpkCOBvAWyNymQLByaJHttKZAOwFNhK0MqEAdWmQ7/+ynQMDsnjzMHKhAdEaU9qZnqEAc6+I2OgOpQLu4jQYw/ahAn82qzxUeqUA0orQ3mI2pQOm3rwNnZKlAZohjXTx+qUAZc9cSMmupQBE2PL2S06hAwaikTkDpqEALJCh+7OuoQBpR2hvcU6lAoWez6lNPqUDmP6TfnlmpQN5xio4kXalAj1N0JJcgqUDXNO84pdGoQLbz/dS4xKhAvHSTGIQlqEAYJlMF42WnQGdEaW9wnadAFNBE2DBqp0C7uI0GEManQNUJaCJMQKhAXI/C9eg6qEBCz2bVRyWoQDMzMzPzJahAn82qz9UwqECDUUmdgJunQIXrUbheXadAXynLEOelp0Af9GxWneinQI/C9Sj8padAjLlrCbkzp0D/If321USoQBE2PL0yPKhAY+5aQn7cp0Cyne+nJqenQPYoXI8CZKdA2T15WOj5pkC62or9pROnQNk9eVgI+6ZAXwfOGZEip0C2hHzQc+ilQBzr4jaaf6VAMCqpE3CSpUD5oGezSoelQIJzRpS2hKVA7FG4HsX0pEDx9EpZZj+lQKK0N/giQqVA3+ALk8nfpEBvEoPAyrukQLmNBvB2dKRAduCcESUxpEAoDwu1Jh+kQIj029eBRKRAArwFEvRJpEDaG3xhclOkQI2XbhJjP6RA1CtlGQIqpEA6kst/aCekQCqpE9AEZaRAt9EA3gJIpEAbL90kRv+jQEi/fR3YFKRAyJi7lrAUpEBCz2bVh8+jQFRSJ6Cp86NAUI2XbjLOo0DImLuWsOCjQGx4eqXsvKNATx4Wai3Ko0DG3LWEvKWjQPrt68C5QKNARrbz/ZRCo0Ba9bnaynujQMDsnjwsZqNAl5APepaEo0DZzvdTo5GjQJp3nKIDvqNAwaikToCoo0Bcj8L1iNCjQCL99nUg66NAgZVDi0whpEA7cM6I8kukQEvIBz17Q6RAeJyiIxmUpEC9UpYhTlSkQI51cRstRKRAdk8eFioxpEDc14FzxlukQIiFWtNcWqRABTQRNpyzpEDChqdX6tOkQGq8dJOYvaRAAAAAAGA4pEAYJlMF4w6kQAIrhxZ5U6RA4zYawFsdpED7XG3Fnh+kQGUZ4lj3JqRAeAskKN6qpEBWfa62ArekQN0kBoG1q6RARGlv8AUfpUC+MJkqOO6kQHo2qz5X2KRAj8L1KHyQpECq8dJNwr2kQIts5/sJjaRA7nw/Nb5NpEAQ6bevQ5ekQHe+nxqvoqRAl5APerbGpEBRa5p33NKkQLaEfNDz6KRAOUVHcnlcpEB0JJf/kFWkQOAtkKAYEKRAW9O84zTco0CBBMWPsU2kQE5iEFiZV6RAGeJYF5dWpECyne+npkWkQINRSZ3AvaRAM8SxLu7so0A2PL1S1myjQH0/NV46A6RAhslUwajko0DaG3xhMhCkQDMzMzPTXaRA16NwPeoupEAgQfFjrEulQLKd76cGQqVAwhcmUwU5pUCppE5AswqmQOLplbKMz6VArIvbaKDtpUD+1HjpRrqlQDSitDf42qVAiIVa03xSpUCUh4Vas1WlQNzXgXPmF6VAQBNhw5O3pEAdOGdESfOkQAN4CyQo/aRAlPYGXzjApEA5RUdymdGkQNNNYhD42qRA0LNZ9ZkcpUCZu5aQLwelQJayDHGsIKVAMlUwKil9pUBd3EYDeEGlQIqO5PJ/SqVA7Q2+MHljpUBDHOvilqKlQNXnaiv2s6VANV66Scy5pUA8TtGR3FKlQD9XW7E/SaVA24r9ZTc1pUDUmuYdp1ulQPRsVn3uFKVA30+Nl+7ZpEBJnYAmYiKlQOauJeSDRqVAcRsN4O25pUA5tMh2vsOlQBB6Nque1qVAOiNKe8PUpUCad5yiI3ClQGiR7Xy/tqVAppvEIFAipUDM7snD4milQMDsnjwMoKVAwFsgQRERpkDvycNCzXimQE5iEFgZaqZAu7iNBjBzpkAJ+aBnc4SmQKUsQxxLr6ZAyeU/pB+zpkCz6nO1FVemQFr1udqKGqZAejarPheppUAlBoGVg8alQCL99nVA3KVA8kHPZhX8pUCNKO0NXh6mQEvqBDRRK6ZA5IOezYqzpUDr4jYaQBemQNNNYhA4/qVARrbz/XR2pUCvlGWIw1ulQJhuEoNAjqVAx7q4jcbFpUC+nxovHa+lQOoENBHWPqZAMLsnD8vFpUAUrkfhWvqlQDLmriUEOaZAwOyePKxWpkBMpgpGhZOmQBB6Nqued6ZAl5APenbHpkAVjErqpLemQHlYqDXNm6dAWMoyxFHIp0CHFtnOl9OnQN6Th4WaD6hA/7J78pDZp0CzDHGsS/anQH2utmL/SqhA8BZIUFxWqECoxks3aVSoQJ0Rpb1hJqhABhIUP0YGqEA7cM6I8i6oQBgmUwXjwqdAnu+nxutgqEAB3gIJKn6oQEvIBz2biqhAjnVxG02lqECbVZ+r7cGoQNPe4AuzHKlAHqfoSK4bqUA2qz5Xm/KoQD0K16OQpKhAZvfkYSHDqEA8TtGRPPCoQPLSTWIQzKhAnYAmwoa2qEAeFmpN08yoQLivA+dMrqhA+1xtxf6yqEDswDkjSoGoQF8HzhkRJqhAsVBrmrc5qEApyxDHWhKoQIJzRpR2FKhAOGdEaQ8GqEAmUwWj8luoQD7o2azacahAGy/dJAb4p0ApXI/CFf+nQJhuEoPAWqhA1QloIswmqEBy+Q/pl/WnQMDsnjxMTahAPujZrBquqEDqlbIMUdioQKCJsOEpEKlAylTBqKTsqEA2PL1SloSoQIy5awk5dqhAqFfKMkSBqED4U+OlW7aoQDC7Jw/LwahAhJ7Nqg+xqEBiEFg5lGSoQEp7gy9MvahAgQTFj3F7qECY3ZOHhaGoQIqw4en1fqlAC7WmeeehqUBsCfmgR7WpQM6I0t6AnqlAmnecosOLqUBOYhBYObapQK+UZYjDtqlAB84ZUXrcqUC62or9Zf2pQG/whclU1qlADi2ync+wqUDV52orVo+pQJvmHadIs6lAklz+Q9pxqUD0bFZ9Dm2pQIC3QIKCk6lAiUFg5dB2qUDM7snDIripQG6jAbwlA6pAq8/VVgyyqUB4CyQoHompQKs+V1tR/qhAWvW52urhqEDWxW00QKSoQOC+Dpyzc6hAcF8Hzhl8qUAAb4EEhdqpQPyp8dJNVapAObTIdv4+q0AJG55eKQyrQLPqc7X17apA+aBns6oxq0BU46WbBECrQDcawFsAhqtAc9cS8kHMq0C+nxovnbirQKg1zTvuzqtAC0YldQK1q0A5RUdyuVqrQH0/NV66P6tAXrpJDIIlq0CcM6K0V+mqQKabxCAw2apA0LNZ9fmkqkCyLm6j4cmqQMiYu5awwqpAG55eKau7qkD3Bl+YzKuqQN0kBoH1oqpAdnEbDYB/qkA9m1Wfa3OqQMZtNIA3UqpAiGNd3KYoqkBIv30dWNapQIv9ZffEwKlAnl4py5CXqUAqOpLLP9SpQOkmMQjsoKlATDeJQSDCqUBO0ZFcHsipQGB2Tx42r6lAVTAqqRPBqUCpE9BE2IepQJCg+DFGhKlAmG4Sg+C4qUBIUPwYE86pQA3gLZCgoalAMuauJWT0qUAaUdob/LOpQOM2GsAbkKlAXf5D+u27qUAPC7WmWc+pQDxO0ZE826lAGlHaGzzrqUAi/fZ1YOqpQE5iEFi5E6pA8tJNYlALqkA+eViodfSpQKhXyjKkM6pAYHZPHtYvqkARx7q47cyqQHDOiNL+pKpASnuDL8yAqkA9Ctej0G2qQGFUUieAjqpAgZVDiwyVqkBWn6utGMuqQP5D+u2r76pA4C2QoFjRqkDOqs/VlseqQD2bVZ/rrqpAe4MvTCarqkDtDb4wWXiqQOjZrPp8V6pAObTIdp5uqkAzMzMz04eqQBZqTfOugqpA9wZfmKx8qkCKjuTyn7GqQCBj7loin6pAUrgehcuJqkBwzojSfniqQM/3U+NlaapAE2HD00tlqkBIv30dWFSqQKyt2F+Wa6pA5WGh1hRYqkAU0ETY8GSqQP5D+u0LfapAMzMzMzN0qkA2zTtOkXiqQHBfB875bapAPL1SlsFcqkC30QDe4imqQIbJVMFIF6pApSxDHIsiqkBNFYxKKh+qQKHWNO8YG6pAAU2EDQ8xqkAVHcnlnzuqQCzUmub9S6pAZ0Rpb7A5qkAnwoant0WqQF5LyAc9M6pAW0I+6NlWqkAGgZVDS3CqQOXQItv5ZqpAIR/0bNZgqkAFNBE2fEqqQBB6Nqv+SqpAXynLEMdyqkCq8dJNonCqQCPb+X4qZ6pASS7/IT1OqkDmP6TfnkGqQFkXt9FAR6pAQBNhw3NKqkA7AU2ETUWqQHzysFALB6pAutqK/QWPqUDnHafoaK+pQGpN845ztKlADi2ync+tqUD8GHPXcompQKTfvg7ciKlA6bevA+dcqUC62or9hWapQApoImy4SqlApgpGJRURqUA/V1uxf3upQDeJQWAll6lA5j+k376jqUC1pnnH6Z6pQH6MuWspfKlAIo51cduRqUDTvOMUHaqpQBPyQc9GualA9GxWfQ6SqUDrc7UVe2qpQDAqqROQY6lArrZif1lfqUC6awn5YFepQCZTBaMyZalA9+RhofZLqUC0WfW5ulmpQLaEfNDzPalAldQJaCLnqEBd/kP67dCoQPJBz2bVLKlAak3zjlMkqUCXkA96FvuoQDMzMzMTBqlAr5RliEMZqUArGJXU6SOpQNnO91PjGKlAP8bctUQOqUCC4seYm92oQBE2PL3S96hAUwWjktrwqEAAAAAAIOioQNSa5h1nyqhAKqkT0GTuqEBkXdxG4+KoQNEi2/m+q6hAGJXUCeiWqECWsgxxbKioQHRGlPYGiKhA8x/Sb7+QqEAxmSoYVWaoQBdIUPz4eKhAAiuHFll1qEBmiGNdfKOoQFkXt9HAh6hAo5I6Ac2sqEDkg57NqpyoQPH0SlmmiKhAmG4Sg0A8qEDQ1VbsTyeoQK5H4XoUQ6hAvAUSFD89qEB1ApoIW1qoQI0o7Q0eTKhAaW/whalHqECIY13cJvCnQKAaL93k66dAW0I+6FkHqEAYJlMFQyWoQEoMAitHJKhAXrpJDOJAqECbVZ+r7VGoQBx8YTJ1JKhAnYAmwgYXqEBhVFInAOunQLgeheuR2adAhjjWxQ0RqEBwXwfOOQ2oQJSHhVoTPqhAEhQ/xrxuqEDVeOkmsX6oQPcGX5hsj6hAXwfOGVGlqEA/V1uxX6CoQOJYF7exiahAgLdAgiJ9qEBFR3L5D3OoQE8eFmpNyqhAlIeFWjPIqEBUdCSXX8WoQHlYqDVt+ahAPnlYqFUsqUC/DpwzIlypQLMMcazrl6lA0gDeAqmTqUB/+zpw7rGpQNIA3gLJiqlArBxaZDutqUCV1AloAqKpQGaIY12cjKlANe84RQctqUDY8PRKeRSpQLprCfmgUqlAwhcmU+VpqUBHcvkP6YWpQOauJeTjiqlATmIQWBlhqUBSJ6CJcFqpQMsQx7o4e6lAQfFjzJ1lqUAVjErq5EqpQFuxv+zeialAi/1l94RTqUBCz2bVp06pQAskKH4MSqlAYcPTK4UZqUBB8WPMfSGpQNiBc0ZUUalAu7iNBtBUqUBLyAc9u0OpQMnlP6SfJKlACYofYw48qUCiRbbz3V2pQGUZ4lh3U6lAowG8BVI5qUD1udqK3WqpQAAAAADAZqlA5fIf0m96qUCdgCbCpmqpQEp7gy/sT6lAKA8LtSYEqUCxv+yePDupQFafq634GalAYOXQItsjqUCGONbFrSGpQM/3U+Nl+ahAzhlR2lveqEBtVn2u9r2oQC0hH/QsoqhAnDOitPepqECkcD0KV4ioQEa28/1UrqhAL26jARybqEDBOSNKG42oQOLplbKMgahA1JrmHUdmqEDtDb4wmTqoQHuDL0wGUqhA9wZfmIxJqEBg5dAi2z6oQCDSb1+HUahAQBNhw5NeqEASg8DKgYGoQJwzorRXs6hAodY073jGqEAIrBxapKSoQNobfGHSuqhADAIrh5atqEBQ/Bhz13+oQHuDL0xGP6hAgQTFjzEwqEBWn6uteDyoQBfZzvdTVahA2c73UyNlqEABTYQNT0yoQFYOLbIdh6hAL26jAdyCqEAi/fZ1wD2oQHzysFArXKhAWDm0yPZlqEDJdr6fWluoQFpkO98PiahA5/up8RKmqEA9Ctej8KGoQLx0kxjEQalArBxaZLseqUBEi2zneyypQAaBlUNL/6hAukkMAmsJqUAOLbKdr1epQO58PzWekqlAIbByaBFkqUACK4cW2aWpQAAAAAAAmqlATDeJQeB7qUC28/3UeFOpQBsv3SRGUqlAYhBYObRgqUCe76fGSySpQMHKoUW28ahALbKd7+cQqUC+nxovHQqpQLbz/dT4DalAokW2870UqUAMAiuHFvioQPLSTWKQxqhACtejcL1wqECyne+nxpeoQCPb+X6qeqhAqvHSTaJqqEAdWmQ733GoQPCnxkt3PahAHVpkO99kqEBEi2zn+zioQNejcD2KQKhAMzMzM7NQqEC0yHa+n1ioQOOlm8Tgd6hAObTIdn5wqEASg8DK4SWoQCPb+X7qGKhAppvEIHAZqEAAAAAAwBeoQEa28/1UwqdA7nw/NZ7vp0DVeOkmseqnQNEi2/n+5KdAAAAAAIDyp0Coxks3SdCnQC2yne9neadA8KfGS/dsp0Dwp8ZLt1enQNNNYhBYbKdAj8L1KNxIp0BvEoPAyrOnQEw3iUGgxKdAaJHtfL+jp0AAAAAAAJ6nQDEIrBwapKdAnMQgsLJ1p0DsUbgeBZ+nQGIQWDn0m6dAKVyPwrUNqEDFILBy6C+oQGDl0CLbJ6hAGQRWDm0lqEA9CtejMACoQGIQWDm09qdAj8L1KJzup0CsHFpk+xqoQMl2vp9aBahA/Knx0g38p0DufD81nvynQMUgsHKo+KdA9ihcj8IbqED0/dR4aSOoQI/C9SicGahAYhBYOTRIqEB9PzVeOkCoQI/C9SgcS6hA5/up8RJMqEBxPQrXY2qoQN0kBoFV1adAsp3vp0Z1p0CiRbbzfZWnQCcxCKxco6dA/Knx0o14p0AIrBxaZEGnQDEIrBzaTKdA6SYxCOxEp0ArhxbZjjanQOxRuB7FEqdAsHJoka1Gp0A3iUFgpWSnQGiR7Xz/X6dARrbz/VTUp0Atsp3vp4+nQBKDwMqhiadAVOOlmwS+p0DNzMzMzKenQARWDi0yuadA46WbxCDHp0A730+Nl9ynQKjGSzcJ3KdA46WbxGDpp0CNl24Sw9KnQN0kBoHVZadAppvEIDBYp0Bt5/upsZGnQN0kBoGVkqdAEFg5tMh8p0CR7Xw/NVmnQMuhRbbz6KZAwcqhRTbjpkB3vp8aL+emQL6fGi8dwaZALbKd72efpkBQjZdukkymQFK4HoXrl6ZAmpmZmRmzpkBWDi2yHX2mQO58PzWekaZAKVyPwjWKpkCq8dJNonGmQFK4HoVrjqZA46WbxGA0pkAIrBxaJCKmQCGwcmhR3qZApHA9ChfwpkAEVg4tMuymQL6fGi9d9aZAke18P3XapkC8dJMYBMOmQKwcWmQ7yaZA/tR46eYMpkA730+NFwqmQEJg5dDiDKZASnuDLyz+pUBGtvP9VAumQNejcD1KN6ZA8KfGS/cSpkBaZDvfz+2lQEoMAisH76VA7nw/NV43pkBOYhBYuUWmQIcW2c43FqZATmIQWLknpkDn+6nxEiqmQN9PjZcuIaZA5dAi2zkgpkDRItv5fsKmQHe+nxqva6dABoGVQ4tep0Coxks3SWGnQM/3U+Ol9KZAsHJokS0Dp0A730+NVxOnQGZmZmZmKadApHA9ClcFp0AUrkfheh6nQHnpJjHIEadAukkMAis5p0A3iUFgpcWnQLgehetRs6dARIts5zsMqEBOYhBYuRSoQLKd76dG9adAbxKDwEqfp0CLbOf76bOnQCPb+X7qUadApHA9CteAp0B3vp8aL9WnQHsUrkch2qdAw/UoXA+Dp0CuR+F61HenQNejcD1KcadAi2zn+6nPpkBxPQrXoxunQO58PzXeRqdAPQrXo/Ahp0BSuB6F64OnQOXQItu5bqdAyXa+n5qVp0DNzMzMTBanQIts5/upsaZAj8L1KNxspkDb+X5qvGCmQGiR7Xz/VqZAvp8aL530pUDLoUW2c+mlQCcxCKwcXaZAGy/dJMaqpkBI4XoUrqKmQAaBlUNLdKZAvHSTGIRXpkAnMQisXEOmQKRwPQpXWqVAke18P/X/pEBSuB6Fa56lQArXo3B9aqVAbxKDwMrhpkD0/dR4qa6mQJqZmZlZ3qZAbxKDwApYpkCoxks3yV2mQBkEVg6tZqZACKwcWiQppkAIrBxaZHSlQESLbOf7lqVAnu+nxgu6pUA5tMh2fmalQHE9Ctcje6VAke18P7UBpUAzMzMzM2OlQFCNl25Sv6RAVg4tsh1fpUC4HoXrkXulQOF6FK4H9aZAtMh2vh/JpkBYObTI9oCmQNnO91NjQadA3pOHhXp/p0AgQfFjrMOmQFInoInwqaZANV66SUx/p0Bt5/upMQunQLbz/dS4nadAxSCwcmiRp0Dn+6nx0uSoQC/dJAYBaqhASOF6FK5DqkDpJjEIbK+pQLx0kxiEwKlAvp8aL12mq0CYbhKDwOmrQLbz/dR416tAK4cW2Y6bq0AX2c7301esQB+F61H4OKxAsHJokS1orEAQWDm0iIesQG3n+6nxdKxAsHJoke31q0Boke18//erQFR0JJdfeKtAke18P7Vsq0Bgdk8eVoGrQFRSJ6Ap1apAgEi/ff3+qkC6awn54CCrQIZa07wjHKtAtFn1udqhq0BEi2zn+4mrQG6jAbylAaxAOGdEac+hq0CiRbbznQCrQNcS8kHP6qpAYOXQIpvYqkA+6NmsGmesQI/C9Sjcf6xAmpmZmTlArEAlBoGVozSsQLTIdr7/XKxAtMh2vh9CrEA4Z0Rp7+CrQBniWBeXKaxAYTJVMOotrEDFjzF3rfmrQCbkg57NYaxAP1dbsX+ErEB/2T15+HCsQAMJih/DfaxAyJi7lhAMrECNl24So4WrQAu1pnlHB6tARwN4C2TpqUB88rBQK/qpQAg9m1UfbapAUdobfKF2qkB+HThnZF6qQOkmMQis1KpAfoy5aynLqkACmggb3qiqQJJc/kN6UapAp3nHKVrxqUC94xQdqcKqQMe6uI1mdapAjErqBLR+qkA3iUFgJRSqQOlILv/hfKlAn82qz3W6qUC+wRcmU6+pQCbkg55N3qhAuY0G8LaOqEAwKqkTkNmnQDBMpgpGvKdAGCZTBYM5qEBt5/upsSioQD9XW7FfjahAKA8LtcZXqEASFD/GPOOoQDnWxW0UqahAyAc9m9UzqECSy39IHxyoQJ2AJsKGoKhAvjCZKlh6p0BqvHSTmFWoQCfChqd3AKlAk6mCUcn7qEA7AU2ELVapQIEmwobnxKhAGeJYF9cQqEDdJAaBVbCoQPMf0m8/vahAarx0k/gLqUDn+6nxskCpQMoyxLEuF6hAf2q8dJPepkBNhA1P7ymnQMP1KFzPE6lAc2iR7Xxnq0DlYaHWlKCsQF3cRgM4pK1AoWez6lNIrUAUP8bcVTOvQNxGA3ir+q5AnKIjuRzlrkCGWtO8o1yuQOqVsgzRr65AhA1Pr9SwrkAQWDm0aECtQAK8BRIUm6xAmN2ThyXdrEAu/yH9FlmtQDhnRGnPTaxA9dvXgXOfrECjI7n8h/OsQHWTGARWmq1ABaOSOgGerEBB8WPMHRutQIlBYOXQza9AIEHxY+wbsECkcD0KF3SvQK62Yn9ZY69ASL99HTgwr0CMSuoEtOquQOXQIttZ3q1AjgbwFmi7rUDD0ytl+aiuQMe6uI3GBK9ANqs+V5tLrkAyVTAqqfqsQAtGJXViZqtAFR3J5T8erUDT3uAL03+tQA+cM6LUzaxAJXUCmoiRrkAGEhQ/ZquvQPs6cM44tbBAmbuWkA+qr0BUdCSX32CwQNuK/WXHr7FANjy9UiZSskAXt9EAfuCxQO/Jw0JdfrFAYOXQIluxskD/If325WezQN9PjZduF7NAM8SxLv7Gs0CamZmZWS60QOF6FK6XAbRA7Q2+MAnys0AQWDm0iPmzQMdLN4nhC7RAarx0kxifs0AxCKwcGlOzQH0/NV76LbNA/tR46YYus0BzaJHtvNyyQDm0yHa+A7JAvHSTGEQMskBYObTItk2zQIPAyqHlLrNANV66SczNskBqvHSTmDGyQOkmMQhssbFAPzVeuklesUBkO99PjUGxQFYOLbJ9u7BAiUFg5bDUsEAOLbKdTxqxQPYoXI/CF7FA001iEDgxsUDdJAaBle2wQG8Sg8DqbbBAWDm0yDYQsEC8dJMYRIWwQPp+ary0yrBAWDm0yHaAsUDhehSup1mxQIXrUbiefLFApHA9Cjd8sUA3iUFgZa+xQA4tsp2vKbFAXrpJDII+sUA5tMh2fi6xQGiR7XyfxbBAy6FFthN5sECe76fGS7+wQJzEILDSYrBAf2q8dFPor0A9CtejkCewQKRwPQq3GbBAhetRuJ6Er0AhsHJoEeuuQB1aZDufNa9Ax0s3icHyrkD4U+Ol2y+uQCGwcmiR461ADAIrh5bErUA1XrpJzEetQEJg5dAila1A1XjpJjHWrEA9CtejMMSsQGIQWDl0maxAuB6F69HWrED6fmq8dM+sQEJg5dCiQqxAbxKDwIr8q0AxCKwcmvKrQG3n+6mxXatAj8L1KJzyqkBQjZdu0lmqQDeJQWClKqpAzczMzMy1qUBCYOXQIqypQIlBYOXQzKlAtMh2vl9SqUDLoUW282CpQIlBYOUQn6lAyXa+nxp+qUC4HoXrkRCqQGDl0CKb3KlAhxbZzrfEqUAOLbKdrzmpQFpkO9/PXalA5dAi27ksqUCWQ4tspwepQEa28/3UyqhAxSCwcmirqEAOLbKdL4uoQGiR7Xw/LqhA8tJNYtAHqEBaZDvfD4GoQJhuEoNAzKhA8tJNYtAJqUCamZmZmXCoQOXQItu5FKlAj8L1KJx8qUDl0CLbedOpQFK4HoXrMapAvp8aL11uqkBKDAIrhy+qQKabxCCwHqpAtvP91Dj3qUDJdr6fGsqoQMuhRbazWKhACtejcP1gqkBcj8L16BCqQLTIdr7fLKlAMQisHJpGqUASg8DKoTqpQOf7qfHSqqlA9P3UeOm6qUDFILBy6FuqQAisHFrkLqpAPzVeugktqkDJdr6fWkWpQHsUrkehu6hAeekmMQjAqED6fmq8NKuoQFCNl24SAahA8tJNYhA5p0BOYhBYObGnQHE9CtfjbqhA1XjpJjFJqEBvEoPACuOnQNejcD0K6qdAqMZLNwmbp0A730+N1xKnQGq8dJNY9KZA2/l+anzbpkCNl24SA/imQD81XrqJUKZAvHSTGISYp0AGgZVDS/OmQPT91HjppqZAzczMzAy3pUCkcD0KF5elQMP1KFxP8KRAUrgehav1pEC28/3U+IykQD0K16OwWKRAbef7qTEPpEBeukkMwsmjQEa28/2UbaNAuB6F61Epo0C28/3U+CWjQKwcWmS7MKNAVOOlmwRUo0DP91PjpV2jQMHKoUU2a6NAy6FFtvN8o0BqvHSTWEujQGq8dJNYU6NAO99PjVfkokB9PzVeuvOiQF66SQyC5qJAyXa+n1r9okDy0k1iEPyiQGDl0CJb6KJA/tR46SauokDD9ShcD4qiQKJFtvO9Q6JAtMh2vt/koUDD9Shcj/yhQHWTGATW/KFAYOXQIhstokDy0k1iUEeiQPp+arx0aaJA7nw/NV5KokBoke18/2iiQKRwPQpXi6JAMzMzM/NuokBU46WbBHyiQK5H4XoUjaJAokW2872qokAMAiuHlp2iQArXo3C9d6JA6SYxCGxrokAOLbKdb1eiQPp+arw0UqJAZmZmZiZPokAOLbKdbwuiQKwcWmS746FA/tR46eYyokBg5dAi2xeiQKjGSzfJB6JAj8L1KBzxoUDhehSuR0aiQGZmZmbmN6JA+FPjpVsPokCPwvUonByiQPyp8dINLaJAvp8aL90sokBOYhBYuQWiQC/dJAZB4aFAO99PjRe0oUCDwMqhBXehQGZmZmZmUqFAQmDl0KInoUBI4XoU7kKhQMHKoUU2PqFANV66SYxqoUC0yHa+n4GhQCPb+X7qbKFA6SYxCGyAoUBcj8L1qIqhQN9PjZfufqFAhxbZzndloUDfT42X7jyhQC/dJAbBXaFAPQrXozBboUArhxbZTmGhQJqZmZnZJKFADAIrh1YXoUBI4XoU7lKhQHE9CtfjV6FA9P3UeKleoUBg5dAimxKhQLTIdr4fM6FA2/l+anwKoUCq8dJNYg6hQDeJQWDlA6FAfT81XjqdoEC0yHa+H3KgQH0/NV76PKBAwcqhRfY2oECR7Xw/9QygQKrx0k0iFqBA30+Nly4PoEBkO99PjSagQFg5tMi2LKBAbxKDwEoloEDTTWIQ2PufQO58PzVe2Z9AnMQgsHLan0BvEoPACiCgQMl2vp/aF6BAAAAAAMAWoECR7Xw/dR6gQHWTGATWFqBAjZduEsMEoECWQ4tspwCgQNejcD0K0p9Ake18P7Xan0BeukkMAqafQE5iEFi5x59AKVyPwnWhn0AEVg4tsqqfQD0K16Pwnp9APzVeugkPoEA3iUFgZSWgQPCnxkv3S6BASOF6FG4toEAZBFYObQegQDeJQWDlDaBA8tJNYhAJoEBeukkMArqfQOf7qfHSt59AjZduEoPjn0B1kxgEVqOfQB+F61E42Z9AAiuHFtncn0B7FK5HYeKfQPp+arx0BKBA9ihcj0LKn0CWQ4ts5+WfQLKd76dGyp9AcT0K1yOVn0D8qfHSzaOfQOXQItt5YJ9ArBxaZLtUn0C8dJMYBKqfQDeJQWDlo59AcT0K16P/n0D6fmq8dAWgQKJFtvO9CaBA16NwPYpsn0BqvHSTGH2fQEa28/1UaJ9A/tR46Sawn0D0/dR4aa2fQN9PjZduqZ9Avp8aL12Rn0CcxCCw8k2fQH9qvHQT0p9AiUFg5RASoEAlBoGVwyagQPT91HipMaBA/tR46aYjoEDRItv5fmOgQOxRuB7FZaBAObTIdj5yoEDLoUW2M2ugQBfZzvcTp6BA3SQGgRWloECamZmZmaygQE5iEFh5cqBAIbByaJFkoED0/dR4qRWgQCuHFtnO7p9A5dAi2/kVoECkcD0K1/2fQE5iEFg5xZ9AAiuHFtnmn0AxCKwcWvqfQKRwPQpXH6BAHVpkO58moEArhxbZjiSgQOXQItt5/p9AI9v5fuoln0AOLbKd75afQBBYObTIpJ9A1XjpJrGen0Bg5dAiW1GfQG3n+6lxjJ9AVOOlm8Q2n0DjpZvEoESfQPYoXI9CPJ9AiUFg5dAToEAtsp3vJxegQLpJDAIrCqBABFYOLfIuoEAfhetReDagQMl2vp+aEKBAI9v5fmr9n0C8dJMYBOWfQEw3iUHgyJ9AHVpkO185oEBCYOXQYoOgQPLSTWKQtaBA+FPjpRu9oEASg8DKIY6gQK5H4XrUrqBABFYOLbKHoEBkO99PzWSgQFyPwvXoe6BAO99PjVdvoECq8dJNIkygQHNoke388Z9ARrbz/VTEn0AX2c730wOgQGQ7308N2p9AMzMzMzPFn0AQWDm0yAygQB+F61G46J9AaJHtfH8HoECYbhKDQGGfQI2XbhIDHZ9Anu+nxstTn0D8qfHSzZ6fQAisHFpknZ9A7nw/NV6rn0DHSzeJQWafQNV46SYxdZ9Ac2iR7Xyun0CPwvUoXPGfQFTjpZtE/Z9AdZMYBNb2n0CDwMqhRUagQBsv3STGeqBA+n5qvPSHoEArhxbZDmOgQJhuEoOAaqBAnMQgsDIyoECR7Xw/tXSgQMP1KFzPWaBAi2zn+2lToEAMAiuHlkmgQN0kBoGVn6BAuB6F65HIoEDFILByKM6gQLbz/dS44aBAZmZmZiYooUA730+NlzWhQEa28/1UOKFARIts5/t6oUBmZmZmZnyhQPCnxks3eqFATDeJQSCOoUAbL90khpehQKRwPQpXXaFAokW2870+oUBeukkMAlmhQDm0yHa+VqFAcT0K1yMyoUA3iUFgJQ6hQBSuR+E6FKFAx0s3icEooUB56SYxiDuhQOXQIts5PaFAAAAAAEAioUCmm8QgcCqhQJZDi2ynr6BAjZduEgNpoEASg8DK4U+gQAaBlUOLnaBA1XjpJvF6oEAv3SQGQXSgQM3MzMzMoqBAWDm0yDa3oEAUrkfhetqgQFTjpZtEy6BAtMh2vh/LoEB9PzVeOrugQBkEVg7t4KBAfT81XrqhoEBzaJHtvKugQFyPwvXoqaBAoBov3aTooEBYObTINg6hQPyp8dJNRaFATmIQWHlqoUDD9ShcjyOhQN0kBoEVGaFAz/dT4yUioUDn+6nx0nKhQJ7vp8aLe6FAbxKDwEpooUD4U+Ol2x2hQD81XrqJR6FAz/dT42UsoUCuR+F6VP2gQPyp8dIN4KBA7nw/NZ7XoEDhehSuBy2hQFpkO98PP6FADAIrhxZaoUDLoUW2sx+hQIXrUbgeE6FAZDvfT81uoUB3vp8ab3ihQClcj8I1n6FAqMZLN4mCoUCHFtnO93uhQHnpJjEISaFA2/l+avy3oECPwvUo3JSgQNv5fmo8n6BATmIQWDmWoEA3iUFg5WSgQCUGgZXDZKBAYhBYOXRioEAxCKwcmmqgQKrx0k0ib6BAnMQgsPJgoEAj2/l+6hKgQGiR7Xw/JqBA6SYxCOwxoEA9CtejMDGgQGIQWDk0S6BAlkOLbOcooED2KFyPwkOgQBsv3SRGaKBAWmQ73090oECJQWDlkGqgQB+F61F4CKBArkfhepTzn0AnMQisHPufQAAAAAAAGaBAwcqhRfYEoEDpJjEIrLWfQFTjpZtEtJ9ABFYOLTInn0DHSzeJQRifQE5iEFg54Z5AZmZmZmZrn0AEVg4tspSfQIlBYOVQxZ9AL90kBoHvn0A1XrpJDFOfQDvfT42XIp9A3SQGgZWdn0Cmm8QgsPOfQD0K16NwI6BA4XoUrscWoEBt5/up8d2fQKwcWmT7MaBAL90kBoFgn0CJQWDl0LWeQDvfT40XmZ5Anu+nxstcn0AIrBxaZFifQFCNl24SKZ9ACtejcD1an0CHFtnO9yyfQOf7qfHS7J5AZDvfTw14nkAUrkfh+n2eQHnpJjEInp5APQrXo/CsnkA9CtejMDKgQG8Sg8AKSKBAxSCwcui+oEBGtvP9lN6gQEjhehRu2KBARrbz/RTkoEApXI/CtcigQJ7vp8bLRaFAH4XrUTiEoUAnMQis3L2hQEa28/3UwKFAL90kBoH2oUA9CtejMPmhQGiR7Xx/G6JAEFg5tAgookBCYOXQoiKiQJZDi2wn6qFAiUFg5RDhoUDdJAaBVcehQJMYBFbO/KFAfT81XjoCokC28/3U+PehQArXo3C91aFAJzEIrJyXoUDTTWIQmGGhQOxRuB4FUqFApHA9CteDoUD0/dR4qY2hQNV46SbxcaFAmpmZmZmMoUBmZmZmJnehQEa28/1UbqFAObTIdv46oUDRItv5PvygQOf7qfHSA6FAvp8aL50uoUBCYOXQolShQH9qvHQTEaFADAIrh1aEoUCoxks3SYmhQGIQWDk0K6FAO99PjZcjoUDVeOkmsSWhQKrx0k3iC6FAw/UoXI89oUBg5dAiG1ehQJhuEoNAZKFAzczMzIxjoUB3vp8aL0ehQKRwPQqXYqFAFK5H4XpnoUDXo3A9ynShQKJFtvM9eaFAyXa+n5p4oUBU46WbhPqhQAwCK4dW86FASOF6FG4tokCTGARWjjCiQESLbOd7KKJAaJHtfL8aokDufD813qKhQHnpJjEIgKFAZDvfT83MoUD8qfHSjbyhQA4tsp3vr6FAKVyPwjXdoUAOLbKdLw2iQLbz/dQ4HaJAdZMYBJYookD4U+OlW1aiQCcxCKycLKJAK4cW2c7CoUCNl24SA2+iQA4tsp0ve6JAPQrXo3ASokDfT42XruqhQNnO91OjK6JAF9nO91MUokD+1Hjp5iuiQGDl0CJbuqJAF9nO99OdokBWDi2yHeuiQPyp8dLNAKNAw/UoXA/lokBiEFg59ASjQPYoXI9CAqNAK4cW2U74okDXo3A9CuaiQNNNYhDYoqJAMzMzM/OcokBiEFg59G2iQPYoXI8CVaJA+FPjpZvmoUAEVg4tMv2hQFCNl27SIaJASgwCK0cWokDVeOkmcTCiQHE9CtcjGqJAIbByaNHZoUBoke18/wqiQL6fGi9dK6JAFK5H4XoPokA5tMh2/oWhQIlBYOVQ16FASOF6FK7GoUBxPQrXI8ihQH0/NV662qFARIts5/vJoUDHSzeJQbqhQC/dJAaBcqFABoGVQ8s7oUAlBoGVQ1ahQLbz/dQ4S6FAYOXQIhveoECF61G4ntKgQPp+ary08KBAfT81XnrkoECwcmiR7eSgQHe+nxqv4KBAAAAAAEDNoEDLoUW28xqgQMuhRbZzRaBAxSCwcmg1oEDXo3A9ikegQFCNl26SG6BAnMQgsPK0n0DjpZvEoL+fQFCNl26S3J5AIbByaBGfnkCHFtnOd/CeQMuhRbbzrZ5AO99PjRfWnkBcj8L1qByfQGDl0CLbhZ9AqMZLN4mtn0Bt5/upcX6fQLKd76dGuZ9A1XjpJrFjn0CwcmiR7YOfQGZmZmbmep9AXI/C9Si5n0AMAiuH1g6gQJMYBFaO/59ANV66SYw+oECq8dJNIiqgQFTjpZsEL6BAKVyPwnVzoEBoke18/3OgQPyp8dINhKBAO99PjReKoEBg5dAi23CgQPYoXI/CKaBAbef7qbEcoEBCYOXQ4hWgQLpJDAJrJKBAXI/C9ShroEAUrkfh+oegQKAaL93khKBAvHSTGISpoEDJdr6fmqCgQEw3iUFgp6BA2/l+ajxzoEBWDi2ynWWgQC2yne9nZaBAvp8aL91xoEDb+X5qvG2gQKrx0k3ij6BAKVyPwnWGoEAMAiuH1jSgQAwCK4dWTKBAN4lBYKUQoECmm8QgsFCfQOkmMQgstZ9AVOOlm8TEn0D2KFyPwqqfQAIrhxZZo59A9P3UeKknoEB1kxgEFhegQAAAAAAAPaBAbef7qbGXoEBeukkMwnygQPhT46UbnaBA+FPjpRuRoECoxks3ya2gQBsv3SSGn6BAdZMYBNYHoEBOYhBYudafQGq8dJOY7p9ABoGVQ0sWoEAMAiuHFv6fQFK4HoUrCaBAH4XrUXgKoEArhxbZTjKgQCPb+X5qD6BAke18PzVYoECgGi/dJIKgQOkmMQhsd6BAqMZLN4mMoECLbOf76XWgQHnpJjHIhaBAoBov3WSAoEBxPQrX442gQM3MzMwMvaBALbKd7yewoEDjpZvEoPGgQGIQWDk0/KBAFK5H4frhoEAK16NwPdugQEa28/3U1aBAO99PjZepoEC+nxovXX6gQB+F61G4lqBAVOOlm0RvoEAX2c7303ugQOF6FK6HoaBAXrpJDAKcoEBkO99PTbCgQLByaJEtxaBA/Knx0s26oECyne+nRvGgQN9PjZeuEaFAnMQgsDLyoEAdWmQ7X+KgQFyPwvXox6BA16NwPcoToUCsHFpk+xKhQLx0kxjE/qBAtMh2vt/ooEDjpZvEoPWgQMUgsHIoX6FA+n5qvLQyoUB7FK5HoWahQEJg5dBiaqFAH4XrUThkoUAnMQis3GKhQA4tsp2vJ6FA7nw/Nd5RoUCq8dJNIlyhQH0/NV46YKFAL90kBsGpoUAv3SQGwemhQKRwPQqX+aFAyXa+nxoYokAzMzMzswWiQAisHFrk76FAAiuHFtkdokBGtvP9lOOhQMHKoUW2A6JAoBov3eTSoUD2KFyPQuqhQI/C9SgcC6JARrbz/dQPokCamZmZGQmiQB1aZDvfiqJAhxbZzneIokB1kxgEVqGiQIPAyqFFq6JARIts57tyokBg5dAiGzuiQARWDi3yXaJAtMh2vt92okC+nxovnYqiQJqZmZmZWKJA16NwPQpRokCDwMqhxZWiQKrx0k1iVKJADi2yna+NokAzMzMzc5miQPCnxkv3taJAKVyPwnXUokCBlUOLLNGiQFTjpZvEIaNAoBov3eQno0BKDAIrByijQFyPwvUoEKNAHVpkO98Mo0ASg8DKobiiQKAaL91kyaJATDeJQaDNokC6SQwCq6miQBkEVg4tqaJA5dAi27nNokBU46WbRJWiQARWDi2ymaJAH4XrUfg9okBkO99PDWqiQFCNl25SbqJAfT81XrpdokCamZmZ2QmiQOXQItu5A6JA/Knx0o3boUBg5dAiGwWiQKwcWmR7/KFAf2q8dJOtoUC4HoXrUZihQI2XbhLD2aFA+FPjpVtWokCcxCCwMl2iQBfZzvcTW6JABoGVQ4uPokBxPQrXY5SiQLByaJGtkaJA7nw/NV7UokC28/3UeMmiQDVeukmMi6JAKVyPwnWuokCkcD0Kly+jQIcW2c63BaNAgZVDi+wOo0BkO99PjeiiQAwCK4eWtaJAcT0K1+PUokAv3SQGARqjQEJg5dBiOaNAFK5H4Tr0okBOYhBY+fiiQFg5tMi2J6NAvp8aLx0eo0DHSzeJQQ+jQPhT46Ub06JAgZVDiyzHokCPwvUo3JqiQG3n+6kxd6JAJzEIrFxqokAfhetRuGmiQJZDi2xnfaJAbxKDwIpRokApXI/CtV+iQMHKoUX2X6JAsHJokS1bokDD9ShcD1eiQPyp8dLN56FAg8DKoUU2okDD9ShczzSiQCcxCKwcEaJAXI/C9Si4oUAfhetROOmhQH9qvHQT2qFA2/l+ajweokBmZmZmJvChQFTjpZvEtKFAmG4Sg8D0oUBCYOXQYjyhQFyPwvUoiaFA7FG4HgXGoUA730+NF8ihQHNoke1826FA4XoUrsdjoUDXo3A9yuagQJZDi2znyKBA4XoUrsfyoEA=","dtype":"float64","shape":[1846]}},"selected":{"id":"1162","type":"Selection"},"selection_policy":{"id":"1161","type":"UnionRenderers"}},"id":"1037","type":"ColumnDataSource"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"1112","type":"PanTool"},{"id":"1113","type":"WheelZoomTool"},{"id":"1114","type":"BoxZoomTool"},{"id":"1115","type":"SaveTool"},{"id":"1116","type":"ResetTool"},{"id":"1117","type":"HelpTool"}]},"id":"1118","type":"Toolbar"},{"attributes":{"fill_color":{"value":"#2ca25f"},"line_color":{"value":"#2ca25f"},"top":{"field":"limit_down"},"width":{"value":0.2},"x":{"field":"x_range","transform":{"id":"1064","type":"Dodge"}}},"id":"1066","type":"VBar"},{"attributes":{},"id":"1023","type":"WheelZoomTool"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#1f77b4"},"line_alpha":{"value":0.1},"line_color":{"value":"#1f77b4"},"top":{"field":"limit_down"},"width":{"value":0.2},"x":{"field":"x_range","transform":{"id":"1064","type":"Dodge"}}},"id":"1067","type":"VBar"},{"attributes":{},"id":"1022","type":"PanTool"},{"attributes":{"bottom_units":"screen","fill_alpha":{"value":0.5},"fill_color":{"value":"lightgrey"},"left_units":"screen","level":"overlay","line_alpha":{"value":1.0},"line_color":{"value":"black"},"line_dash":[4,4],"line_width":{"value":2},"plot":null,"render_mode":"css","right_units":"screen","top_units":"screen"},"id":"1120","type":"BoxAnnotation"}],"root_ids":["1132"]},"title":"Bokeh Application","version":"1.0.4"}}
        </script>
        <script type="text/javascript">
          (function() {
            var fn = function() {
              Bokeh.safely(function() {
                (function(root) {
                  function embed_document(root) {
                    
                  var docs_json = document.getElementById('1413').textContent;
                  var render_items = [{"docid":"d03f408a-81f1-4762-9374-5031ccdd9607","roots":{"1132":"a6d99303-57d1-4de5-9e87-1c12e3e02e42"}}];
                  root.Bokeh.embed.embed_items(docs_json, render_items);
                
                  }
                  if (root.Bokeh !== undefined) {
                    embed_document(root);
                  } else {
                    var attempts = 0;
                    var timer = setInterval(function(root) {
                      if (root.Bokeh !== undefined) {
                        embed_document(root);
                        clearInterval(timer);
                      }
                      attempts++;
                      if (attempts > 100) {
                        console.log("Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing");
                        clearInterval(timer);
                      }
                    }, 10, root)
                  }
                })(window);
              });
            };
            if (document.readyState != "loading") fn();
            else document.addEventListener("DOMContentLoaded", fn);
          })();
        </script>
    
  </body>
  
</html>